BAYSIS Selected Dataset Report

Dataset statistics

Number of variables	34
Number of observations	464
Missing cells	25
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	123.4 KiB
Average record size in memory	272.3 B

Variable types

CAT	18
NUM	16

Warnings

`TempIL` is highly correlated with `TempGL`	High correlation
`TempGL` is highly correlated with `TempIL`	High correlation
`SpatIL` is highly correlated with `SpatGL`	High correlation
`SpatGL` is highly correlated with `SpatIL`	High correlation
`Lich2` is highly correlated with `Lich1`	High correlation
`Lich1` is highly correlated with `Lich2`	High correlation
`TempIL` is highly correlated with `TempGL`	High correlation
`TempGL` is highly correlated with `TempIL`	High correlation
`Fstf` has 25 (5.4%) missing values	Missing
`df_index` has unique values	Unique
`TempDist` has 391 (84.3%) zeros	Zeros
`SpatDist` has 371 (80.0%) zeros	Zeros
`UArt1` has 13 (2.8%) zeros	Zeros
`AUrs1` has 430 (92.7%) zeros	Zeros

Reproduction

Analysis started	2020-11-13 16:36:45.735012
Analysis finished	2020-11-13 16:38:08.080129
Duration	1 minute and 22.35 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	464
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	977.6530172
Minimum	2
Maximum	1852
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	2
5-th percentile	125.35
Q1	533.75
median	999.5
Q3	1417.25
95-th percentile	1754.7
Maximum	1852
Range	1850
Interquartile range (IQR)	883.5

Descriptive statistics

Standard deviation	523.9403976
Coefficient of variation (CV)	0.5359165147
Kurtosis	-1.122824791
Mean	977.6530172
Median Absolute Deviation (MAD)	435
Skewness	-0.133438332
Sum	453631
Variance	274513.5403
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1023	1	0.2%
1364	1	0.2%
321	1	0.2%
322	1	0.2%
1349	1	0.2%
328	1	0.2%
330	1	0.2%
331	1	0.2%
1356	1	0.2%
1358	1	0.2%
Other values (454)	454	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.2%
5	1	0.2%
8	1	0.2%
9	1	0.2%
10	1	0.2%

Value	Count	Frequency (%)
1852	1	0.2%
1837	1	0.2%
1835	1	0.2%
1834	1	0.2%
1833	1	0.2%

TempMax
Real number (ℝ_≥0)

Distinct	166
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	214.6293103
Minimum	9
Maximum	1323
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	9
5-th percentile	24
Q1	78
median	147
Q3	282
95-th percentile	615
Maximum	1323
Range	1314
Interquartile range (IQR)	204

Descriptive statistics

Standard deviation	206.9983162
Coefficient of variation (CV)	0.9644457033
Kurtosis	7.430702116
Mean	214.6293103
Median Absolute Deviation (MAD)	87
Skewness	2.33150815
Sum	99588
Variance	42848.3029
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129	11	2.4%
78	9	1.9%
81	9	1.9%
30	9	1.9%
135	8	1.7%
117	7	1.5%
75	7	1.5%
87	7	1.5%
42	7	1.5%
123	7	1.5%
Other values (156)	383	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	3	0.6%
12	3	0.6%
15	2	0.4%
18	6	1.3%
21	5	1.1%

Value	Count	Frequency (%)
1323	2	0.4%
1257	2	0.4%
1194	1	0.2%
1029	1	0.2%
960	1	0.2%

TempAvg
Real number (ℝ_≥0)

Distinct	171
Distinct (%)	36.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.75215517
Minimum	4
Maximum	1326
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	4
5-th percentile	10
Q1	29
median	60
Q3	99
95-th percentile	227.55
Maximum	1326
Range	1322
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	115.8272015
Coefficient of variation (CV)	1.350720588
Kurtosis	58.74292713
Mean	85.75215517
Median Absolute Deviation (MAD)	34
Skewness	6.53417767
Sum	39789
Variance	13415.9406
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	7	1.5%
11	7	1.5%
99	7	1.5%
44	7	1.5%
26	7	1.5%
56	7	1.5%
24	7	1.5%
23	7	1.5%
89	7	1.5%
8	7	1.5%
Other values (161)	394	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	0.2%
5	1	0.2%
6	3	0.6%
7	5	1.1%
8	7	1.5%

Value	Count	Frequency (%)
1326	1	0.2%
1260	1	0.2%
955	1	0.2%
703	1	0.2%
575	1	0.2%

SpatMax
Real number (ℝ_≥0)

Distinct	422
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12432.21767
Minimum	832
Maximum	48278
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	832
5-th percentile	2154.45
Q1	5489.75
median	9553.5
Q3	16986
95-th percentile	35366.75
Maximum	48278
Range	47446
Interquartile range (IQR)	11496.25

Descriptive statistics

Standard deviation	9743.279808
Coefficient of variation (CV)	0.7837121312
Kurtosis	1.784032433
Mean	12432.21767
Median Absolute Deviation (MAD)	4981.5
Skewness	1.446928074
Sum	5768549
Variance	94931501.42
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6025	3	0.6%
9574	3	0.6%
9917	3	0.6%
6621	3	0.6%
42393	3	0.6%
11962	2	0.4%
41513	2	0.4%
26678	2	0.4%
3475	2	0.4%
40033	2	0.4%
Other values (412)	439	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
832	1	0.2%
1110	1	0.2%
1194	1	0.2%
1206	1	0.2%
1280	1	0.2%

Value	Count	Frequency (%)
48278	1	0.2%
46328	1	0.2%
45130	1	0.2%
42736	1	0.2%
42658	1	0.2%

SpatAvg
Real number (ℝ_≥0)

Distinct	431
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3952.114224
Minimum	583
Maximum	13744
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	583
5-th percentile	1033.45
Q1	2036
median	3334.5
Q3	5565.25
95-th percentile	8672.05
Maximum	13744
Range	13161
Interquartile range (IQR)	3529.25

Descriptive statistics

Standard deviation	2474.113542
Coefficient of variation (CV)	0.626022782
Kurtosis	0.8341885107
Mean	3952.114224
Median Absolute Deviation (MAD)	1602.5
Skewness	1.021714383
Sum	1833781
Variance	6121237.816
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4022	3	0.6%
2422	3	0.6%
5606	3	0.6%
3907	2	0.4%
8285	2	0.4%
1564	2	0.4%
2978	2	0.4%
6235	2	0.4%
7286	2	0.4%
2644	2	0.4%
Other values (421)	441	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
583	1	0.2%
625	1	0.2%
643	1	0.2%
660	1	0.2%
670	1	0.2%

Value	Count	Frequency (%)
13744	1	0.2%
12480	1	0.2%
12363	1	0.2%
12288	1	0.2%
12174	1	0.2%

TempDist
Real number (ℝ_≥0)

ZEROS

Distinct	25
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.064655172
Minimum	0
Maximum	24
Zeros	391
Zeros (%)	84.3%
Memory size	3.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	17
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.47210881
Coefficient of variation (CV)	2.650374204
Kurtosis	6.158966404
Mean	2.064655172
Median Absolute Deviation (MAD)	0
Skewness	2.697013421
Sum	958
Variance	29.94397483
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	391	84.3%
18	7	1.5%
5	6	1.3%
6	6	1.3%
17	6	1.3%
24	5	1.1%
12	5	1.1%
9	4	0.9%
16	3	0.6%
2	3	0.6%
Other values (15)	28	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	391	84.3%
1	1	0.2%
2	3	0.6%
3	1	0.2%
4	1	0.2%

Value	Count	Frequency (%)
24	5	1.1%
23	3	0.6%
22	2	0.4%
21	3	0.6%
20	1	0.2%

SpatDist
Real number (ℝ_≥0)

ZEROS

Distinct	80
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	107.3103448
Minimum	0
Maximum	2000
Zeros	371
Zeros (%)	80.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	724.8
Maximum	2000
Range	2000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	308.5025048
Coefficient of variation (CV)	2.874862674
Kurtosis	14.60643133
Mean	107.3103448
Median Absolute Deviation (MAD)	0
Skewness	3.704535454
Sum	49792
Variance	95173.79549
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	371	80.0%
250	4	0.9%
290	3	0.6%
1250	3	0.6%
50	3	0.6%
718	2	0.4%
112	2	0.4%
252	2	0.4%
3	2	0.4%
210	2	0.4%
Other values (70)	70	15.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	371	80.0%
3	2	0.4%
21	1	0.2%
22	1	0.2%
50	3	0.6%

Value	Count	Frequency (%)
2000	1	0.2%
1949	1	0.2%
1766	1	0.2%
1713	1	0.2%
1703	1	0.2%

Coverage
Real number (ℝ_≥0)

Distinct	75
Distinct (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.48491379
Minimum	6
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	6
5-th percentile	11.15
Q1	24
median	35.5
Q3	48
95-th percentile	70
Maximum	100
Range	94
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	18.03056527
Coefficient of variation (CV)	0.4810085829
Kurtosis	0.2598351192
Mean	37.48491379
Median Absolute Deviation (MAD)	11.5
Skewness	0.6757821009
Sum	17393
Variance	325.1012838
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	17	3.7%
30	15	3.2%
18	14	3.0%
37	14	3.0%
42	13	2.8%
25	13	2.8%
35	13	2.8%
38	12	2.6%
31	12	2.6%
34	11	2.4%
Other values (65)	330	71.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	4	0.9%
7	2	0.4%
8	2	0.4%
9	1	0.2%
10	8	1.7%

Value	Count	Frequency (%)
100	2	0.4%
90	1	0.2%
88	4	0.9%
86	1	0.2%
85	1	0.2%

TempGL
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

3	391
5	73

Frequencies
Length

Value	Count	Frequency (%)
3	391	84.3%
5	73	15.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

SpatGL
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

2	371
3	93

Frequencies
Length

Value	Count	Frequency (%)
2	371	80.0%
3	93	20.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

TempIL
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

4	215
5	176
-1	73

Frequencies
Length

Value	Count	Frequency (%)
4	215	46.3%
5	176	37.9%
-1	73	15.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.157327586
Min length	1

SpatIL
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.140086207
Minimum	-1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	2.75
median	4
Q3	5
95-th percentile	5
Maximum	5
Range	6
Interquartile range (IQR)	2.25

Descriptive statistics

Standard deviation	2.19458119
Coefficient of variation (CV)	0.6988920195
Kurtosis	-0.277976104
Mean	3.140086207
Median Absolute Deviation (MAD)	1
Skewness	-1.17050828
Sum	1457
Variance	4.816186602
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	207	44.6%
5	128	27.6%
-1	93	20.0%
2	20	4.3%
3	13	2.8%
1	3	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	93	20.0%
1	3	0.6%
2	20	4.3%
3	13	2.8%
4	207	44.6%

Value	Count	Frequency (%)
5	128	27.6%
4	207	44.6%
3	13	2.8%
2	20	4.3%
1	3	0.6%

TLCar
Real number (ℝ_≥0)

Distinct	355
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1502.331897
Minimum	1001
Maximum	1996
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1001
5-th percentile	1039.75
Q1	1254.75
median	1512.5
Q3	1750.5
95-th percentile	1945.85
Maximum	1996
Range	995
Interquartile range (IQR)	495.75

Descriptive statistics

Standard deviation	287.8455118
Coefficient of variation (CV)	0.1915991482
Kurtosis	-1.200281265
Mean	1502.331897
Median Absolute Deviation (MAD)	249.5
Skewness	0.004077355296
Sum	697082
Variance	82855.03863
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1881	4	0.9%
1179	4	0.9%
1451	4	0.9%
1552	4	0.9%
1403	3	0.6%
1359	3	0.6%
1910	3	0.6%
1295	3	0.6%
1557	3	0.6%
1215	3	0.6%
Other values (345)	430	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	1	0.2%
1003	2	0.4%
1006	1	0.2%
1014	1	0.2%
1015	1	0.2%

Value	Count	Frequency (%)
1996	1	0.2%
1992	1	0.2%
1991	1	0.2%
1988	1	0.2%
1985	1	0.2%

TLHGV
Real number (ℝ_≥0)

Distinct	292
Distinct (%)	62.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	748.5969828
Minimum	501
Maximum	998
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	501
5-th percentile	531.15
Q1	627.5
median	752.5
Q3	869.25
95-th percentile	966.55
Maximum	998
Range	497
Interquartile range (IQR)	241.75

Descriptive statistics

Standard deviation	140.9185666
Coefficient of variation (CV)	0.1882435674
Kurtosis	-1.211408931
Mean	748.5969828
Median Absolute Deviation (MAD)	122.5
Skewness	0.005083237898
Sum	347349
Variance	19858.04241
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
522	5	1.1%
534	5	1.1%
626	4	0.9%
702	4	0.9%
631	4	0.9%
598	4	0.9%
639	4	0.9%
857	4	0.9%
855	4	0.9%
733	4	0.9%
Other values (282)	422	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
501	2	0.4%
506	1	0.2%
507	1	0.2%
511	1	0.2%
513	1	0.2%

Value	Count	Frequency (%)
998	1	0.2%
997	1	0.2%
991	1	0.2%
990	1	0.2%
989	3	0.6%

Strasse
Categorical

Distinct	12
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

A3	161
A9	134
A99	34
A73	29
A96	25
Other values (7)	81

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
A3	161	34.7%
A9	134	28.9%
A99	34	7.3%
A73	29	6.2%
A96	25	5.4%
A6	24	5.2%
A7	18	3.9%
A92	15	3.2%
A94	11	2.4%
A93	10	2.2%
Other values (2)	3	0.6%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.273706897
Min length	2

Kat
Categorical

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

7	234
3	206
2	21
1	3

Frequencies
Length

Value	Count	Frequency (%)
7	234	50.4%
3	206	44.4%
2	21	4.5%
1	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Typ
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.181034483
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	6
median	6
Q3	6
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.761597243
Coefficient of variation (CV)	0.3400087856
Kurtosis	1.077549133
Mean	5.181034483
Median Absolute Deviation (MAD)	0
Skewness	-1.639225801
Sum	2404
Variance	3.103224845
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
6	348	75.0%
1	55	11.9%
3	39	8.4%
7	17	3.7%
5	5	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	55	11.9%
3	39	8.4%
5	5	1.1%
6	348	75.0%
7	17	3.7%

Value	Count	Frequency (%)
7	17	3.7%
6	348	75.0%
5	5	1.1%
3	39	8.4%
1	55	11.9%

Betei
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.226293103
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3.85
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7958304194
Coefficient of variation (CV)	0.3574688428
Kurtosis	15.02266132
Mean	2.226293103
Median Absolute Deviation (MAD)	0
Skewness	2.748069275
Sum	1033
Variance	0.6333460565
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	321	69.2%
3	81	17.5%
1	38	8.2%
4	19	4.1%
8	2	0.4%
7	1	0.2%
6	1	0.2%
5	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	38	8.2%
2	321	69.2%
3	81	17.5%
4	19	4.1%
5	1	0.2%

Value	Count	Frequency (%)
8	2	0.4%
7	1	0.2%
6	1	0.2%
5	1	0.2%
4	19	4.1%

UArt1
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.120689655
Minimum	0
Maximum	9
Zeros	13
Zeros (%)	2.8%
Memory size	3.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.092484432
Coefficient of variation (CV)	0.6705198734
Kurtosis	1.889846307
Mean	3.120689655
Median Absolute Deviation (MAD)	1
Skewness	1.630609383
Sum	1448
Variance	4.3784911
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	205	44.2%
3	139	30.0%
5	31	6.7%
8	27	5.8%
1	22	4.7%
9	20	4.3%
0	13	2.8%
7	6	1.3%
6	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13	2.8%
1	22	4.7%
2	205	44.2%
3	139	30.0%
5	31	6.7%

Value	Count	Frequency (%)
9	20	4.3%
8	27	5.8%
7	6	1.3%
6	1	0.2%
5	31	6.7%

UArt2
Real number (ℝ)

Distinct	7
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.3512931034
Minimum	-1
Maximum	9
Zeros	1
Zeros (%)	0.2%
Memory size	3.6 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	8
Maximum	9
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.305847213
Coefficient of variation (CV)	-6.563884091
Kurtosis	10.85697014
Mean	-0.3512931034
Median Absolute Deviation (MAD)	0
Skewness	3.516586512
Sum	-163
Variance	5.31693137
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-1	425	91.6%
9	18	3.9%
8	8	1.7%
3	8	1.7%
5	2	0.4%
1	2	0.4%
0	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	425	91.6%
0	1	0.2%
1	2	0.4%
3	8	1.7%
5	2	0.4%

Value	Count	Frequency (%)
9	18	3.9%
8	8	1.7%
5	2	0.4%
3	8	1.7%
1	2	0.4%

AUrs1
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.556034483
Minimum	0
Maximum	89
Zeros	430
Zeros (%)	92.7%
Memory size	3.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	73
Maximum	89
Range	89
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	19.83857877
Coefficient of variation (CV)	3.570636365
Kurtosis	9.178460834
Mean	5.556034483
Median Absolute Deviation (MAD)	0
Skewness	3.321884776
Sum	2578
Variance	393.5692076
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	430	92.7%
73	16	3.4%
72	9	1.9%
82	4	0.9%
89	2	0.4%
88	2	0.4%
80	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	430	92.7%
72	9	1.9%
73	16	3.4%
80	1	0.2%
82	4	0.9%

Value	Count	Frequency (%)
89	2	0.4%
88	2	0.4%
82	4	0.9%
80	1	0.2%
73	16	3.4%

AUrs2
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

0	462
81	1
80	1

Frequencies
Length

Value	Count	Frequency (%)
0	462	99.6%
81	1	0.2%
80	1	0.2%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.004310345
Min length	1

AufHi
Categorical

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	393
3	57
4	11
5	3

Frequencies
Length

Value	Count	Frequency (%)
-1	393	84.7%
3	57	12.3%
4	11	2.4%
5	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.846982759
Min length	1

Alkoh
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	458
1	6

Frequencies
Length

Value	Count	Frequency (%)
-1	458	98.7%
1	6	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987068966
Min length	1

Char1
Categorical

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	440
5	11
4	10
6	3

Frequencies
Length

Value	Count	Frequency (%)
-1	440	94.8%
5	11	2.4%
4	10	2.2%
6	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.948275862
Min length	1

Char2
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	458
6	6

Frequencies
Length

Value	Count	Frequency (%)
-1	458	98.7%
6	6	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987068966
Min length	1

Lich1
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

0	396
2	49
1	19

Frequencies
Length

Value	Count	Frequency (%)
0	396	85.3%
2	49	10.6%
1	19	4.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Lich2
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	396
4	66
3	2

Frequencies
Length

Value	Count	Frequency (%)
-1	396	85.3%
4	66	14.2%
3	2	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.853448276
Min length	1

Zust1
Categorical

Distinct	4
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

0	366
1	88
2	9
-1	1

Frequencies
Length

Value	Count	Frequency (%)
0	366	78.9%
1	88	19.0%
2	9	1.9%
-1	1	0.2%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	2
Median length	1
Mean length	1.002155172
Min length	1

Zust2
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	460
2	4

Frequencies
Length

Value	Count	Frequency (%)
-1	460	99.1%
2	4	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.99137931
Min length	1

Fstf
Categorical

MISSING

Distinct	6
Distinct (%)	1.4%
Missing	25
Missing (%)	5.4%
Memory size	3.6 KiB

2	215
1	136
3	69
4	12
S	6

Frequencies
Length

Value	Count	Frequency (%)
2	215	46.3%
1	136	29.3%
3	69	14.9%
4	12	2.6%
S	6	1.3%
5	1	0.2%
(Missing)	25	5.4%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	0.2%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.107758621
Min length	1

WoTag
Categorical

Distinct	8
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Fr	93
Do	84
Mi	72
Mo	66
Di	62
Other values (3)	87

Frequencies
Length

Value	Count	Frequency (%)
Fr	93	20.0%
Do	84	18.1%
Mi	72	15.5%
Mo	66	14.2%
Di	62	13.4%
Sa	43	9.3%
So	41	8.8%
	3	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.987068966
Min length	0

FeiTag
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-1	454
1	10

Frequencies
Length

Value	Count	Frequency (%)
-1	454	97.8%
1	10	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	1.978448276
Min length	1

Month
Categorical

Distinct	12
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

Jul	78
Aug	54
Sep	49
Oct	43
Nov	39
Other values (7)	201

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Jul	78	16.8%
Aug	54	11.6%
Sep	49	10.6%
Oct	43	9.3%
Nov	39	8.4%
Mar	36	7.8%
Apr	33	7.1%
Dec	33	7.1%
May	30	6.5%
Jun	29	6.2%
Other values (2)	40	8.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	TempDist	SpatDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AUrs1	AufHi	Alkoh	Char1	Char2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
0	2	162	89	13925	7212	0	0	50	3	2	4	4	1293	804	A3	3	6	5	2	9	0	3	-1	-1	-1	0	-1	1	-1	2	Mi	-1	Jan
1	5	45	20	7483	3057	0	0	42	3	2	5	5	1044	780	A6	3	6	3	2	-1	0	-1	1	-1	-1	0	-1	0	-1	1	Mi	-1	Jan
2	8	138	55	6415	3142	0	0	42	3	2	4	4	1803	985	A9	7	1	2	3	-1	0	-1	-1	-1	-1	2	4	0	-1	1	Fr	-1	Jan
3	9	105	61	9941	2555	0	112	22	3	3	5	-1	1657	905	A9	3	6	3	2	-1	0	-1	-1	-1	-1	2	4	1	-1	4	Fr	-1	Jan
4	10	873	225	31413	4387	0	0	13	3	2	5	5	1674	752	A3	7	1	1	9	-1	73	3	-1	-1	-1	0	-1	1	-1	3	Sa	-1	Jan
5	13	189	76	27987	10911	0	0	39	3	2	4	4	1247	531	A9	3	1	2	3	-1	72	-1	-1	5	-1	0	-1	1	2	1	Sa	-1	Jan
6	19	9	7	4461	2207	9	0	49	5	2	-1	4	1925	812	A7	7	1	1	8	-1	72	3	-1	-1	-1	2	4	2	-1	2	So	1	Jan
7	27	45	29	4739	2782	21	210	61	5	3	-1	-1	1015	984	A6	7	3	2	1	-1	0	-1	-1	-1	-1	0	-1	1	2	2	Mi	-1	Jan
8	31	90	56	6144	3235	0	0	51	3	2	5	5	1881	598	A6	7	6	2	0	8	0	3	-1	-1	-1	0	-1	1	-1	2	Do	-1	Jan
9	33	126	83	2896	2010	0	0	65	3	2	5	5	1659	895	A93	7	6	2	3	-1	0	-1	-1	-1	-1	2	4	2	-1	2	Do	-1	Jan

Last rows

	df_index	TempMax	TempAvg	SpatMax	SpatAvg	SpatDist	Coverage	TempGL	SpatGL	TempIL	SpatIL	TLCar	TLHGV	Strasse	Kat	Typ	Betei	UArt1	UArt2	AufHi	Alkoh	Char1	Char2	Lich1	Lich2	Zust1	Zust2	Fstf	WoTag	FeiTag	Month
454	1817	78	19	6741	1718	0	23	3	2	4	4	1285	899	A94	3	6	2	2	-1	-1	-1	-1	-1	1	4	0	-1	3	Di	-1	Dec
455	1824	150	37	14755	6121	0	41	3	2	5	5	1913	774	A3	3	6	4	2	-1	-1	-1	-1	-1	2	4	1	-1	1		-1	Dec
456	1827	18	11	2417	1564	0	48	3	2	4	4	1097	663	A9	7	1	1	8	-1	3	-1	5	6	2	4	0	-1	3	Do	-1	Dec
457	1829	792	263	37046	8388	0	22	3	2	4	4	1421	655	A3	7	6	2	2	-1	-1	-1	-1	-1	2	4	1	-1	2		-1	Dec
458	1830	696	199	23966	6775	0	27	3	2	5	5	1854	982	A3	3	6	3	2	-1	-1	-1	-1	-1	2	4	1	-1	2	Fr	-1	Dec
459	1833	729	275	36911	8020	0	21	3	2	5	5	1782	567	A3	3	6	3	2	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
460	1834	300	160	15639	8285	0	52	3	2	4	4	1076	855	A3	3	6	8	1	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
461	1835	300	160	15639	8285	0	52	3	2	5	5	1076	855	A3	3	6	2	2	-1	-1	-1	6	-1	0	-1	0	-1	2	Sa	-1	Dec
462	1837	87	24	17069	3715	310	21	3	3	5	-1	1017	969	A3	3	6	2	2	-1	-1	-1	-1	-1	0	-1	0	-1	2	Sa	-1	Dec
463	1852	123	46	8519	3828	0	42	3	2	4	4	1928	876	A9	3	6	2	1	-1	-1	-1	-1	-1	0	-1	0	-1	1	Do	1	Dec

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows